Abstract
Normal Tau promotes the assembly and stabilization of microtubules, thus, maintaining axon transport. In Alzheimer’s disease (AD), Tau aggregation causes it to lose these above-mentioned functions. However, the molecular mechanism leading to Tau aggregation in AD remains ambiguous. Here, we report that USP10, one of the important deubiquitinases (DUBs), is involved in Tau aggregation. We found that USP10 is upregulated in postmortem human AD and APP/PS1 mice brains, but not in P301S mice brains. Moreover, in primary neuronal cultures, Aβ42 induces a dose-dependent USP10 upregulation, an increase in the levels of both total and phosphorylated Tau, as well as a markedly elevated Tau binding with USP10, that is accompanied by a significantly decreased Tau ubiquitination. In addition, overexpression of USP10 directly causes an increase in the levels of total and phosphorylated Tau, induces Tau aggregation, and delays in Tau degradation. Results from mass spectrometry, reciprocal immunoprecipitation, and immunofluorescence assays strongly prove Tau’s interaction with USP10. This is further supported by the Tau307–326K and Tau341–378K peptides’ competitive inhibition of Tau binding with USP10, attenuating Tau hyperphosphorylation and Tau deubiquitination. Together, our data strongly indicate that USP10 plays a critical role in mediating Tau aggregation via downregulating its ubiquitination and thus slowing down Tau turnover. Inhibition of USP10-Tau interaction might be therapeutically useful in the management of AD and related tauopathies.
Subject terms: Molecular biology, Neurological disorders
Introduction
Tau is a microtubule-associated protein enriched in neurons that functions as a microtubules stabilizer and therefore promotes axonal growth. The intracellular hyperphosphorylated aggregates (neurofibrillary tangles (NFTs)) in addition to the aggregated amyloid-beta (Aβ) are the two main features of AD [1]. Because abnormal Tau aggregation is linked to the pathogenesis of many neurodegenerative diseases [2–5], there is escalating interest in understanding the mechanism of clearance and degradation of Tau aggregates for better management of related tauopathies.
Tau could be degraded by the ubiquitin-proteasome system (UPS) and autophagy-lysosome pathway (ALP) [6–8]. Current knowledge indicates that UPS is the primary route for the degradation of soluble Tau fractions from PHF, while ALP mainly deals with the large insoluble fractions which cannot be transported to and unfolded by the proteasome [9, 10]. Moreover, it has been shown that the lysosome system can also be activated by recognizing polyubiquitination signals, indicating collaboration between the two systems. With soluble hyperphosphorylated Tau forms considered as the toxic culprit [11, 12], which may be the primary influence driving AD, the therapeutic interventions focusing on UPS are the focal point of this work. Studies in animal models indicate that early impairment of UPS results in neuronal dysfunction and Tau alterations of AD [13]. In the later stage of AD, proteasome activity has been reported to be significantly decreased by up to 56% [14], and upregulating the activity of proteasome could attenuate the accumulation of Tau [15]. Aggregated Tau and Aβ are found to directly inhibit the activity of proteasomes, which is an indication that the function of UPS is affected in the AD brain.
Ubiquitination is a process whereby target molecules are covalently modified with ubiquitin (Ubi). It is a dynamic process that can be reversed by deubiquitinating enzymes known as deubiquitinases (DUBs) [16]. There are about 100 DUBs encoded by the human genome [17]. Among them, the ubiquitin-specific proteases (USPs) are the largest family of DUBs [18]. USP10 is a highly conserved deubiquitinating enzyme among over 50 members and is extensively involved in the initiation and progression of a broad spectrum of cancer types, DNA damage response, and signaling pathways [19–21]. However, the role of USP10 in the nervous system remains enigmatic. USP10 deubiquitinates and increases the stability of p53 [22], which is a transcription factor that is reported to be a tumor suppressor in cancer, and further evidence highlighted its involvement in AD via enhancing Tau hyperphosphorylation [23]. According to Deng’s study, USP10 interacts with AMPK to form a positive feedforward loop and amplifies the activity of the AMPK [24]. Interestingly, AMPK is a well-known neuronal Tau kinase [25]. Meanwhile, USP10 could combine with G3BP to promote the formation of stress granules (SG) and co-locate with hyperphosphorylated Tau [26], and is thought to recruit aggregation-prone proteins such as TDP-43 and Tau [27–29]. Based on these observations, it is tempting to postulate that USP10 is involved in tauopathy, but how it promotes AD pathogenesis remains unclear.
In this study, we have clarified that the level of USP10 is upregulated in AD patients and APP/PS1 transgenic mice. Our results showed that USP10 could be induced by Aβ42 oligomers, which have been previously reported to drive AD pathogenesis via complex unclear processes and trigger the spread of Tau pathology [30, 31]. We here showed that USP10 specifically removes ubiquitin from Tau, and promotes its stability and hyperphosphorylation. By competitively interfering with USP10-Tau interaction we found that it could be possible to increase Tau ubiquitination and therefore its clearance in Aβ-toxicity AD models. Therefore, blocking USP10-induced p-Tau accumulation could be an important therapeutic strategy in the early stage of AD.
Results
USP10 is upregulated in postmortem AD patients’ brains and APP/PS1 mice
USP10 is believed to be involved in AD but the mechanism is unclear. To investigate that, we first evaluate its expression level in AD patients and animal models’ brains. GSE5281 dataset was used to evaluate the gene expression trend of USP10 in the postmortem. According to the array, USP10 presented a 1.6-fold upregulation in AD patients’ hippocampi compared with normal aged control (Fig. 1a). This result was confirmed by western blotting in postmortem frozen hippocampus tissue as the USP10 protein level was also found to be upregulated (Fig. 1b, c). Moreover, in APP/PS1 mice model of AD, IF showed prominent USP10 signals in the hippocampus (Fig. 1d). Hippocampi from 6- or 13-month-old APP/PS1 mice were examined and the results showed that USP10 level was higher in APP/PS1 mice compared to the controls (Fig. 1e, f and Supplementary Fig. 1). These mice are transgenic mouse models that overproduce Aβ, with the deposition of Aβ beginning at 3–4 months of age in the hippocampus. However, the level of USP10 exhibits no significant difference in 6-month-old P301S mice, a widely used tauopathy model (Fig. 1g, h). These results demonstrate that USP10 is upregulated in AD and might be associated with Aβ toxicity.
Aβ42 triggers USP10 upregulation, inducing deubiquitination and hyperphosphorylation of Tau
Being interested in dissecting the mechanism of USP10 upregulation in AD pathology, and observing that USP10 is upregulated in Aβ but not Tau model of AD, the following experiment was devised (Fig. 2a). We treated N2a cells with different concentrations of Aβ42 oligomers for 24 h. Immunoblotting results demonstrated that Aβ42 induced a dose-dependent augmentation in the USP10 level, with a significant effect at 5 μM (Fig. 2b, c). CCK8 assay showed there was no obvious toxicity for N2a as above treatment (Fig. 2d). Next, we overexpressed Tau in these cells, and consistent with the results in P301S mice, overexpression of Tau didn’t affect the level of USP10 (Fig. 2e, f). These results suggest that Aβ oligomers might be the trigger for the upregulation of USP10 in the AD setting.
According to the amyloid hypothesis, toxic Aβ accumulation in the brain is the dominant influence driving AD pathogenesis. Many studies have pointed out that human Aβ oligomers can induce hyperphosphorylation of Tau in cultured neurons [32]. We, therefore wondered whether USP10 might be involved in the effect of Aβ on Tau. To test this possibility, we incubated primary neurons with 2 μM of Aβ42 oligomers overnight. Compared to the control, the oligomers treatment produced a dramatic increase in the USP10 level (Fig. 2g, h). Interestingly, the concentrations of total Tau and phosphorylated Tau at Ser199 and Ser202/Thr205 (AT8) were dramatically elevated along with the increased USP10 expression (Fig. 2i–k). USP10 is one of the major members of the deubiquitinases family. Like ubiquitination, deubiquitination also requires protein to protein interaction. Therefore, to explore how USP10 affects both total and p-Tau levels we subsequently evaluate the interaction of Tau and USP10, and surprisingly this was found to be increased (Fig. 2l, m) and at the same time accompanied with a reduced ubiquitination level of Tau protein upon treatment with Aβ42 (Fig. 2n, o). Consistent with our findings in cultured neurons, USP10 was markedly increased, and the level of Tau5 and p-Tau were significantly increased in wild-type C57BL/6j mice injected with Aβ oligomers in the lateral ventricle for one week (Supplementary Fig. 2a–d). These results, together indicate that Aβ induces an upregulation of USP10 which might be responsible for the deubiquitination and buildup of both total and p-Tau proteins.
USP10 induces Tau aggregation in primary neurons
We have demonstrated that Aβo could induce upregulation of USP10 in both cells and animals, and at the same time results in the buildup of Tau. To elucidate whether Tau is a downstream substrate of USP10, we employed primary neurons and carried western blotting, immunohistochemistry and triton-soluble and insoluble fraction extraction (Fig. 3a). Firstly, we overexpressed USP10 via adeno-associated virus (AAVs) in primary neurons. Western blotting results showed a substantial increase in Tau5 and phosphorylated Tau at Ser199 and Ser202/Thr205 (Fig. 3b–e). We also carried out an immunocytochemical assay and the results revealed a very strong AT8 staining in the USP10 overexpression group compared with control (Fig. 3f, g). In accordance with previously reported data, we also found that USP10 promotes the activity of AMPK in primary neuronal culture (Supplementary Fig. 3a–c). As expected, the addition of Aβ oligomers also increased the level of p-AMPK(T172) (Supplementary Fig. 3d–f).
Hyperphosphorylated Tau is prone to aggregation. To directly demonstrate the effect of USP10 on Tau accumulation, we extracted soluble and insoluble Tau fractions and separately examine the phosphorylation of Tau following USP10 overexpression. The immunoblotting showed that USP10 produced an increase in the soluble Tau5, while it specifically increased the insoluble phosphorylated Tau (Fig. 3h–j). Interestingly, USP10 overexpression led to the aggregation of insoluble Tau proteins at high molecular weights (100–130kD) (Fig. 3h, k). This suggests that USP10 upregulation alone is sufficient to induce Tau aggregation.
USP10 deubiquitinates Tau and promotes Tau stability
Ubiquitination is a process that targets proteins for degradation, while deubiquitination decreases the degradation rate of affected proteins and thus might lead to the stability and build-up of target proteins. Since USP10 is a ubiquitin-specific protease, and we have found an increase in the total and p-Tau levels upon USP10 overexpression, it is possible that USP10 functions to stabilize Tau. In the current study, we employed HEK293Tau, SH-SY5Y and N2a cells to investigate the effect of USP10 on Tau ubiquitination and stability (Fig. 4a). Firstly, to prove that USP10 affects Tau stability per se, we treated control cells and cells overexpressing USP10 with cycloheximide (CHX), a protein synthesis inhibitor, and then measure the turnover of Tau. As expected, Tau stability was increased in USP10-infected primary neurons (Fig. 4b, c). It is likely that USP10 functions to deubiquitinate Tau to counteract the action of E3 ubiquitin ligases. Protein ubiquitination is essential for proteins to undergo ubiquitous proteasomal degradation systems. Indeed, as shown in Fig. 4d, the expression of USP10 not only decreased the level of ubiquitination of total proteins but also remarkably diminished Tau ubiquitination in the SH-SY5Y cell line, and effectively rescued Tau degradation (Fig. 4d, e, showed WCL-Tau5). To define the role of USP10 in regulating Tau levels, we depleted USP10 by using USP10-specific siRNA plasmids (Fig. 4f, g), and we found that knockdown of USP10 increased the ubiquitination of Tau and decreased the total Tau protein level as well as the sharp increase of AT8 (Fig. 4h–m). These results establish that Tau is a USP10 substrate, and USP10 negatively regulates Tau ubiquitination in cells leading to its accumulation.
Molecular docking of USP10-Tau interaction interface
To figure out the USP10-Tau interaction, Immunoprecipitation- mass spectrometry was performed. Firstly, the AAV9-USP10 virus was injected in the hippocampal CA3 region of 8-week-old C57BL/6j mice, and the whole-tissue lysate was immunoprecipitated using anti-USP10. Mapt (Tau) was identified (Fig. 5a). Reciprocal immunoprecipitation with anti-USP10 also showed Tau signal after pull-down in both mice tissue and N2a cells (Fig. 5b, c). Further, colocalization analysis using immunofluorescence staining of endogenous proteins showed colocalization of USP10 and Tau in 13-month-old APP/PS1 mice (Fig. 5d, e).
To further confirm the direct interaction between USP10 and Tau, we decided to carry out a USP10 competitive binding study by producing competitive USP10-binding Tau fragments. To generate a peptide capable of blocking the direct regulatory effect of USP10 on Tau, the precise mapping of the USP10-Tau binding interface is a prerequisite. Thus, we firstly performed molecular docking studies, the results of which displayed that USP10 exhibited a high binding affinity for Tau (free docking energy −25.33 KJ/mol) (Fig. 5f). With this knowledge in mind, and combined with the previously reported ubiquitination sites of Tau [33], we designed a series of peptides targeting the possible interaction sites of USP10 and Tau (Fig. 5f).
An in vitro competition assay was performed in order to confirm whether these peptides target the USP10-Tau interaction sites. Lysates from N2a cells co-expressing USP10 and Tau441 were immunoprecipitated with anti-Tau5 antibody and were then competed using 1 mM of Tau307-326K, Tau341-378K, and Tau307-326K + Tau341-378K peptides in tubes (Fig. 5g). The level of USP10 detection was much lower after competition with both peptides (Fig. 5g). The data above suggest that Tau directly interacts with USP10.
Peptides targeting USP10-Tau interaction attenuates the accumulation of Tau in cells
From the results shown so far, it is clear USP10 interaction with Tau plays a key role in the accumulation of Tau. Therefore, we thought that the interfering peptides would be functionally beneficial in attenuating tauopathy induced by USP10 overexpression or triggered by Aβ in primary cells. We firstly labeled these peptides with FITC to determine whether they can be successfully delivered into cells. Following overexpression of these peptides, a significant FITC signal was observed in fixed primary neurons, demonstrating that FITC-peptides were able to penetrate hippocampus neurons (Fig. 6a). We also performed a cell viability assay, and the synthesized peptides were found to exhibit scarce cytotoxicity at a concentration of up to 100 μM (Fig. 6b). The incubation of HEK293Tau cells with 50 μM of peptides for 24 h following transfection with USP10, inconsistent with in vitro studies, showed that treatment with both peptides together (Tau307-326K + Tau341-378K) is more effective than any single peptide treatment, as it induced a marked decrease in the USP10-Tau interaction, increased Tau ubiquitination, and at the same time decreased Tau5 level (Fig. 6c, d). Our results from Supplementary Fig. 3 showed increased activity of AMPK upon USP10 overexpression, so we assessed the activation of AMPK after peptides treatment. We found that the addition of peptides didn’t affect the activation of AMPK induced by USP10 (Supplementary Fig. 4).
Moreover, we infected primary neurons at DIV4 with AAV9-USP10 for 3 days and incubated them with 50 μM of Tau307-326K + Tau341-378K for 48 h. In line with the cell line experiment, western blotting results from lysates or primary neurons showed that the peptides reversed Tau hyperphosphorylation and decreased the level of total Tau (Fig. 6e–h). On the other hand, non-ubiquitination mimics mutant peptides, Tau307-326Q + Tau341-378Q, in which lysine residues (K) are substituted with glutamine (Q), lost their ability to reverse Tau upregulation (Fig. 6e–h).
The above results postulate that USP10 is involved in Tau pathology induced by Aβ. To explore the possible effect of interfering peptides in the Aβ toxicity setting, we incubated neurons with 50 μM of either Tau307-326K + Tau341-378K or Tau307-326Q + Tau341-378Q and then incubated them with Aβ42 oligomers for 24 h. CCK8 assay showed there was no obvious toxicity for primary neurons as above treatment (Fig. 6i). Western blotting results showed that the interfering peptides markedly decreased the pS199 and Tau5 induced by Aβ stimulation (Fig. 6j–l), however, the non-ubiquitination mimics (Tau307-326Q + Tau341-378Q) failed (Fig. 6j–l). We also extracted triton-soluble and triton-insoluble fractions and the results from western blotting demonstrated that the interfering peptides could reverse the Aβ-induced soluble toxic Tau culprits (Supplementary Fig. 5). Therefore, together, our results identify the role of the USP10-mediated amyloidogenic pathway in tauopathy.
Discussion
Impaired intracellular protein degradation is known to be involved in AD [34], and abnormal protein aggregates are a hallmark in almost all neurodegenerative diseases. In the course of AD, small soluble Tau proteins that are produced at an early stage are considered to be highly toxic and are transformed into insoluble and relatively less toxic NFTs at the later stage of the disease. The proteasome activity is intensively inhibited as AD progresses, and highly hyperphosphorylated Tau proteins are observed in PHFs and this is partially responsible for the reduced Tau degradation. Ubiquitin is known to target proteins for degradation pathways [35, 36], and protein ubiquitination can be reversed by DUBs. As one of the important de-ubiquitinating enzymes, USP10 is reported to be involved in tauopathy but its role in AD is not well understood. In this research work, we found that USP10 is upregulated in both AD patients and APP/PS1 mice but not in 6-month-old P301S mice (Fig. 1). Moreover, Aβ stimulation increased the USP10 level in both the N2a cell line and primary neurons. We then subsequently mainly elaborate on the underlying mechanisms of how USP10 interacts with and deubiquitinates Tau, and promotes Tau hyperphosphorylation, resulting in its accumulation. Furthermore, interfering with USP10-Tau interaction reversed the tauopathy induced by USP10 overexpression and Aβ oligomers treatment. To our knowledge, this is the first study reporting USP10 as a deubiquitinase of Tau involved in Aβ-mediated toxicity in AD.
Aβ is a stressor considered as the primary influence driving AD. Since we found increased USP10 in both postmortem AD patients and APP/PS1 mice brains but not in P301S mice, we thought that Aβ might be a trigger of USP10. Our results from both cell and animal experiments showed an upregulation of USP10 upon Aβ stimulation. It has been reported that Aβ induced tauopathy through different pathways [37, 38]. Our results showed that total Tau, hyperphosphorylation of Tau, and especially the USP10-Tau interaction, were increased upon 2 μM Aβ stimulation (Fig. 2). The fact that the Aβ burden exists as early as 6 months of age in APP/PS1 mice suggests that USP10 may be involved in the Aβ amyloid hypothesis of p-Tau aggregation.
Phosphorylation of Tau preceded its aggregation. Here we demonstrated that USP10 increased soluble both total and phosphorylated Tau content, and this is consistent with reports from previous studies of DUBs [39–41]. Moreover, USP10 markedly promotes the soluble and insoluble phosphorylated Tau aggregation (Fig. 3). Hyperphosphorylated Tau is the main constituent of NFTs, one of the two main hallmarks of AD, and NFTs correlate with the progression of AD [42]. In the early stage of AD, smaller soluble Tau oligomers are considered to be highly toxic [43]. This suggests that at this early stage of AD, USP10 might trigger Tau phosphorylation and thus contributes at least in part to AD pathogenesis. Deng and colleagues reported that USP10 promoted AMPK activation, a well-known Tau kinase. In accordance with this, we found that overexpression of USP10 in primary neurons or Aβ stimulation of these neurons resulted in a significant increase in AMPK activity (Supplement Fig. 3). This may therefore be a possible mechanism by which USP10 promotes the Tau hyperphosphorylation, but further studies are needed to verify this hypothesis.
It is unclear how USP10 induces Tau aggregation. Moreover, a previous study has shown that USP10 does not interact with Tau but only promotes the formation of SGs to increase p-Tau-positive SGs aggregates in the AD [26]. However, we here reported conflicting results whereby USP10 was identified to interact with Tau leading to its deubiquitination (Figs. 4 and 5). There are about six different Tau isoforms from a single MAPT gene that are expressed in the human brain. To further confirm the USP10-Tau interaction, we performed IP-MS and co-IP assay by overexpressing the full-length Tau(2N4R) in mice or N2a cells, and also carry out immunofluorescence co-staining of USP10 and Tau in 13-month-old APP/PS1 mice, and all results revealed the USP10-Tau interaction (Fig. 5a–e). Taken together, these support our speculation of direct regulation of Tau by USP10. Indeed, data also showed a weak USP10-Tau interaction at normal physiological conditions in vivo and in vitro (Figs. 2l and 5b, control panels). However, USP10-Tau interaction was significantly enhanced under stressful conditions like Aβ toxicity.
Our data revealed a direct USP10-Tau interaction that might play a role in the USP10-mediated Tau pathology. Therefore, we thought that the Tauopathy might likely be blocked or at least attenuated by interfering with the USP10-Tau interaction. Recently, peptide therapeutics are gaining more and more significant importance in the clinical setting as a therapeutic means for the management of many diseases [44, 45]. We thus thought of constructing therapeutic peptides that might interfere with the USP10-Tau interaction. To this aim, we first carry out a molecular docking experiment to predict the mode of USP10-Tau interaction (Fig. 5f). The results from this experiment showed that Tau and USP10 binding region is U-shaped and divided into two parts. In addition, previous research reported the Tau ubiquitination sites in AD [33]. Thus, based on this and our docking experiment results, we designed and synthesized four peptides. Interestingly, Tau aggregation and hyperphosphorylation induced by USP10 overexpression and Aβ stimulation were found to be significantly abrogated by these peptides (Fig. 6). However, the activation of AMPK induced by USP10 does not seem to be influenced by these peptides (Supplementary Fig. 4). These results together are an indication that USP10 directly regulates p-Tau in addition to its indirect action. Whether our synthetic peptides could block or at least slow down the progression of AD in vivo still needs further studies.
Emerging evidence suggests that different polyUb linkages regulate a variety of cellular processes [46], and previous studies about USP10 reported different regulatory mechanisms of USP10 on different proteins. But, in the current study, we have not conducted in-depth studies on this matter, therefore, this needs further investigations. It should however be noted that our study found that USP10 is involved in the ubiquitination of both K63 and K48 linkage-specific ubiquitination sites (data not shown). This could explain why USP10 showed such diversity and thus, the detail is worth exploring.
Taken together, in this work we revealed a novel link between USP10 and AD which further enriches the currently available knowledge. In particular, we showed that USP10 is a Tau DUB that directly binds Tau, deubiquitinating it, and thereby promoting Tau aggregation. Our data are of significant importance due to the fact that early oligomeric forms of Tau are generally considered to be toxic culprits in AD and related tauopathies. We have also complemented the Aβ-mediated approach to Tau pathology involving USP10, and also opened new avenues for the development of small interfering peptides that could specifically target the accumulation of pathological forms of Tau in AD and related Tauopathies.
Materials and methods
Cell culture, mice, and human tissue samples
HEK293Tau cells were cultured in DMEM-high glucose medium (Gibco, Invitrogen; Bleiswijk, Netherlands) supplemented with 200 mg/mL G418 and 10% fetal bovine serum (Gibco BRL, Gaithersburg, MD, USA); SH-SY5Y and N2a cells were cultured also in DMEM-high glucose containing 10% fetal bovine serum. Primary rat hippocampal neurons were isolated from rat embryos (day-17 or 18) and maintained in neuroGro (Gibico, #21103049), supplement with 1 × B27 supplement (Gibico, #17504044) and 1×GlutaMAX and 100 U/ml penicillin-streptomycin (Gibico, #15140122). Neurons cultured were infected with AAVs at 4 days in vitro (DIV4). The cells were maintained at 37 °C in a humidified atmosphere containing 5% CO2. Pregnant Sprague Dawley rats were obtained from the Experimental Animal Center of Tongji Medical College, Huazhong University of Science and Technology. Male C57BL/6j, APP/PS1, and P301S mice were purchased from the Charles River laboratories. All mice were used at mentioned weeks of age and were housed under standard conditions 12 h light and 12 h dark with water and food ad libitum. Postmortem brain samples were dissected from frozen brains of 7 AD cases and 6 non-demented controls from the China Brain Bank in Zhejiang University School of Medicine. More detailed information is in Supplementary Table S1.
Plasmids, viruses, chemicals, and antibodies
The plasmids encoding EGFP-USP10 (GV 230), EGFP-Vector, pIRES2-EGFP-Tau40, pIRES2-EGF, and viruses of AAV9-CMV bGlobin-USP10-EGFP-3FLAG-WPRE-hGH-polyA and AAV9-CMV bGlobin-EGFP-3FLAG-WPRE-hGH-polyA were constructed and packaged by Shanghai Genechem Co., Ltd. Aβ1-42 peptides were manufactured by Chinapeptides co. ltd, (>95% purify) and lyophilized powder was stored at −80 °C. When used, the powder was first dissolved in DMSO. The solution was diluted with medium and incubated overnight at 4 °C to prepare Aβ oligomers. Tau307-326K/Q, Tau341-378K/Q peptides were commercially synthesized with a purity of >95% (Bioyeargene Biosciences, Wuhan, China). The peptides were dissolved in 50 mM Tris-HCl (pH 7.4) to make a 2 mM stock solution and which was diluted with culture medium when used. Antibodies and reagents employed in this study are listed in Supplementary Table S2.
Stereotaxic Injection
For in vivo AD mouse model, eight 8-week-old C57BL/6j mice were used. Mice were divided into two groups at random, and injected with Aβ42 oligomers(410 pmol/5 μl) in the lateral ventricle under anesthesia with isoflurane and maintaining in anesthesia with continuous low-flux ventilation. Bilateral ventricles stereotaxic injections (anteroposterior, −0.2 mm; mediolateral, ±0.9 mm; dorsoventral, −2.3 mm from bregma) of Aβ42 oligomers were performed with a Hamilton syringe at a rate of 0.2 µl/min, 2.5 μl each side. And the needle was kept in place for additional 2 min before withdrawal. Suture the incision and apply lincomycin lidocaine gel, and one week later, mice were sacrificed for western blotting.
Molecular docking
Molecular docking between USP10 and Tau was performed using RosettaDock [47]. The crystal structure of Tau (PDB ID: 7NRS) and USP10 (PDB ID: 3N3K) were obtained from (http://www.rcsb.org) protein data bank. The lowest-energy docking solutions from the top 100 search results were chosen since they all showed relevant USP10-Tau interactions. This program was performed by Yangene biological technology (Wuhan) Co., LTD.
Soluble and insoluble fraction extraction
For cell fractionation analysis, a general protocol that allowed for the separation of Triton-100 soluble and 1% SDS soluble fractions was used. Cells were washed 3 times in ice-cold PBS and lysed in 1% Triton lysis buffer (1%Triton-100(v/v), 150 nM NaCl, and 50 mM Tri-HCl, pH 7.6) containing cocktail and PMSF. The lysates were collected with a cell scraper and kept on ice for 15 min. The supernatant of samples (Triton-soluble fraction) were collected after being centrifuged at 16000 × g for 30 min at 4 °C. The pellet was resuspended in 1% SDS lysis buffer (1% SDS (w/v), 150 nM NaCl and 50 mM Tri-HCl, pH 7.6) containing cocktail and PMSF. Samples were ultrasonicated for 15 s to promote dissolution and centrifuged at 16000 × g for 30 min at room temperature (RT). Finally, the supernatant was collected (Triton-insoluble fraction). Protein concentration in the Triton-soluble fraction was quantified by Bicinchoninic acid (BCA) protein kit (Pierce, Rockford, IL, USA), a final concentration of β-mercaptoethanol (BME) and bromophenol blue (3:1) were added.
Immunoprecipitation (IP)
Cells or brain tissues were lysed in RIPA lysis buffer (Weak) (50 mM Tris-HCl, pH 7.4, 1 mM EDTA, 150 mM NaCl, 1% NP-40, 1 mM EGTA, 2.5 mM sodium pyrophosphate, 1% sodium deoxycholate, 1 mM Na3VO4 and 1 mM β-glycerophosphate) (Beyotime, #P0013D) for 10 min at 4 °C. The supernatant was collected by centrifuging at 12000 rpm for 10 min at 4 °C. The protein concentration was diluted into 1 μg/μl for IP. The lysates were incubated with 2 μl primary antibodies overnight, then added 30 μl protein A + G magnetic beads for 4-6 hours. A magnetic rack was used to discard the supernatant and the beads were washed 3 times with RIPA buffer. A 30 μl 1×loading buffer was added and boiled for 10 min, then the supernatant was collected and analyzed by western blotting.
Western blotting analysis
The procedure was as previously described [48]. Cells and brain tissues were lysed by RIPA buffer weak or strong respectively. After being centrifuged and boiled in SDS buffer for 10 min, proteins were collected. Proteins were separated by 10% SDS polyacrylamide gel electrophoresis and then transferred to a nitrocellulose membrane. After blocking in 5% nonfat milk for 30 min, the membranes were incubated with primary antibodies overnight at 4 °C. Finally, the membranes were incubated with the secondary antibody at room temperature for 1 h. Odyssey Infrared Imaging System was used to visualize immunoreactive bands. Bands intensity readings were obtained using ImageJ (Fiji) software.
Immunofluorescence microscopy assay
The brains of mice were perfused with normal saline and 4% paraformaldehyde for immunofluorescence. Briefly, the brains were cut into 25 μm sections and rinsed in PBS. Slices were permeabilized with 0.5% Triton-PBS for 30 min and blocked with 3% BSA. After incubating the first primary antibody for 24 h another primary antibody was performed. Finally, the slices were incubated with Alexa Fluor® 594- or 488-conjugated secondary antibodies for 1 h at RT. Antifade mounting medium with DAPI was used, images were acquired through a fluorescence microscope (Zeiss LSM780) and co-localization was analyzed with Plot Profile plugin of ImageJ software.
Immunocytochemistry
Cells plated on coverslips were fixed with 4% paraformaldehyde. After permeabilization with buffer containing 0.3% H2O2, 0.5% Triton-100, cells were blocked with 3% BSA and incubated with AT8 primary antibody overnight at 4 °C. Subsequently, after washing 3 times, anti-mouse secondary antibodies were used. Finally, cells were stained with DAB (Zsbio Business Shop, Beijing, China). Images of p-Tau (AT8)-positive cells in the field of view were digitized using a microscope (Nikon, Ni-E) equipped with ×20 objectives.
Mass spectrometry analysis
Lysates of 200 μg were extracted from the hippocampus tissue of mice overexpressing USP10 using RIPA buffer (weak) with 1×proteinase inhibitor cocktail and 1 mM PMSF on ice. The protein concentration was diluted to 1 μg/μl. Samples were precleared from non-specific binding proteins by incubation with protein A + G magnetic beads for 30 min at 4 °C. The tubes were placed on a magnetic rack for 1 min and the supernatant was transferred into a new microcentrifuge tube placed on ice. The supernatants were then incubated with a primary USP10 (4 μl) antibody overnight at 4 °C. Then the lysates were washed with RIPA buffer 3 times and the supernatant discarded. The samples were then boiled in 40 μl 1×loading buffer for 10 minutes and analyzed by immunoblotting. Protein samples were collected in-gel about 1 cm × 1 cm in size and analyzed by LC-MS.
Cell viability assay
Primary rat hippocampal neurons were seeded in poly-D-lysine-coated 96-well plates and cultured for 7 days. A total of 4–6 replicate wells were set up for each group, and half of the maintenance medium was changed twice a week. Then the medium was replaced with 100 μl, of the medium containing different concentration of peptides. After 12 h incubation in the incubator at 37 °C. The neurons were further treated with 2 μM Aβ42 oligomers for 24 h and then 10 μl CCK-8 solution (Cat: #C0005, TargetMol was added to each well. Plates were incubated at 37 °C for 1–4 h. And then the absorbance at 450 nm was measured with a microplate reader. Cell viability = [A(Drug + )-A(Black)]/[A(Drug)-(A(Black)).
Dataset
GSE5281 was downloaded from the Gene Expression Omnibus (GEO) database. The GSE5281 database collected information from six different brain regions of normal aged and AD brains with 161 samples, among which we chose samples of hippocampus including 13 controls and 10 AD patients. We used RStudio for the data analysis.
Statistical analysis
Experimental values were obtained from at least three independent experiments with a similar pattern. Data were expressed as mean ± SEM and analyzed using GraphPad Prism 9.0 software. The level of significance between two groups was assessed with an unpaired t-test with Welch’s correction, while between more than two groups, one-way ANOVA and Bonferroni’s multiple comparison test were applied. Differences with p < 0.05 were considered as significant.
Supplementary information
Acknowledgements
We are grateful to Dr. Yacoubou Abdoul Razak Mahaman (TongjiMedical College, Wuhan, China) for proofreading the manuscript; to Mr. Dan Ke and Ms. Qun Wang for helpful technical suggestions during the conduct of this study. This work was supported in part by grants from National Natural Science Foundation of China (31929002, 82071440, and 92049107), grant from Innovative Research Groups of the National Natural Science Foundation of China (81721005), Science, Technology and Innovation Commission of Shenzhen Municipality (JCYJ20210324141405014), Guangdong Basic and Applied Basic Research Foundation (2020B1515120017), Youth program of National Natural Science Foundation of China (81801077), Youth Program of Wuhan Municipal Health Commission Foundation (WX18Q41), and the Academic Frontier Youth Team Project to Xiaochuan Wang from Huazhong University of Science and Technology.
Author contributions
XCW designed all experiments and organized all results, including the writing of the manuscript. ZW and KZ planned and performed all experiments and participated in the writing of the manuscript. JH, XL, and FH performed in vitro cell culture and biochemical analysis. BZ, JZW, and RL analyzed the data. HLL analyzed and interpreted the data. All authors read and approved the final manuscript.
Data availability
The data are available to academic researchers upon request.
Competing interests
The authors declare no competing interests.
Ethics approval and consent to participation
Human tissues were obtained from the China Brain Bank in Zhejiang University School of Medicine. The study protocol was approved by the Ethics Committee of Huazhong University of Science and Technology (Wuhan, Hubei, China).
Footnotes
Edited by Dr Daniele Bano
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Zhen Wei, Kuan Zeng.
Contributor Information
Hong-Lian Li, Email: lihonglian@hust.edu.cn.
Xiaochuan Wang, Email: wxch@mails.tjmu.edu.cn.
Supplementary information
The online version contains supplementary material available at 10.1038/s41419-022-05170-4.
References
- 1.Scheltens P, De Strooper B, Kivipelto M, Holstege H, Chételat G, Teunissen CE, et al. Alzheimer’s disease. Lancet. 2021;397:1577–90. doi: 10.1016/S0140-6736(20)32205-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Falcon B, Zhang W, Murzin AG, Murshudov G, Garringer HJ, Vidal R, et al. Structures of filaments from Pick’s disease reveal a novel tau protein fold. Nature. 2018;561:137–40. doi: 10.1038/s41586-018-0454-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Arakhamia T, Lee CE, Carlomagno Y, Duong DM, Kundinger SR, Wang K, et al. Posttranslational modifications mediate the structural diversity of tauopathy strains. Cell. 2020;180:633–44.e12. doi: 10.1016/j.cell.2020.01.027. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Sohn PD, Huang CT, Yan R, Fan L, Tracy TE, Camargo CM, et al. Pathogenic Tau impairs axon initial segment plasticity and excitability homeostasis. Neuron. 2019;104:458–70.e5. doi: 10.1016/j.neuron.2019.08.008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Leuzy A, Chiotis K, Lemoine L, Gillberg PG, Almkvist O, Rodriguez-Vieitez E, et al. Tau PET imaging in neurodegenerative tauopathies-still a challenge. Mol psychiatry. 2019;24:1112–34. doi: 10.1038/s41380-018-0342-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Lee MJ, Lee JH, Rubinsztein DC. Tau degradation: the ubiquitin-proteasome system versus the autophagy-lysosome system. Prog Neurobiol. 2013;105:49–59. doi: 10.1016/j.pneurobio.2013.03.001. [DOI] [PubMed] [Google Scholar]
- 7.Zhu M, Zhang S, Tian X, Wu C. Mask mitigates MAPT- and FUS-induced degeneration by enhancing autophagy through lysosomal acidification. Autophagy. 2017;13:1924–38. doi: 10.1080/15548627.2017.1362524. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Caballero B, Bourdenx M, Luengo E, Diaz A, Sohn PD, Chen X, et al. Acetylated tau inhibits chaperone-mediated autophagy and promotes tau pathology propagation in mice. Nat Commun. 2021;12:2238. doi: 10.1038/s41467-021-22501-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Goldberg AL. Protein degradation and protection against misfolded or damaged proteins. Nature. 2003;426:895–9. doi: 10.1038/nature02263. [DOI] [PubMed] [Google Scholar]
- 10.Weng FL, He L. Disrupted ubiquitin proteasome system underlying tau accumulation in Alzheimer’s disease. Neurobiol Aging. 2021;99:79–85. doi: 10.1016/j.neurobiolaging.2020.11.015. [DOI] [PubMed] [Google Scholar]
- 11.Takeda S, Wegmann S, Cho H, DeVos SL, Commins C, Roe AD, et al. Neuronal uptake and propagation of a rare phosphorylated high-molecular-weight tau derived from Alzheimer’s disease brain. Nat Commun. 2015;6:8490. doi: 10.1038/ncomms9490. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Dujardin S, Commins C, Lathuiliere A, Beerepoot P, Fernandes AR, Kamath TV, et al. Tau molecular diversity contributes to clinical heterogeneity in Alzheimer’s disease. Nat Med. 2020;26:1256–63. doi: 10.1038/s41591-020-0938-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Irmler M, Gentier RJ, Dennissen FJ, Schulz H, Bolle I, Hölter SM, et al. Long-term proteasomal inhibition in transgenic mice by UBB(+1) expression results in dysfunction of central respiration control reminiscent of brainstem neuropathology in Alzheimer patients. Acta Neuropathologica. 2012;124:187–97. doi: 10.1007/s00401-012-1003-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Keck S, Nitsch R, Grune T, Ullrich O. Proteasome inhibition by paired helical filament-tau in brains of patients with Alzheimer’s disease. J Neurochemistry. 2003;85:115–22. doi: 10.1046/j.1471-4159.2003.01642.x. [DOI] [PubMed] [Google Scholar]
- 15.Myeku N, Clelland CL, Emrani S, Kukushkin NV, Yu WH, Goldberg AL, et al. Tau-driven 26S proteasome impairment and cognitive dysfunction can be prevented early in disease by activating cAMP-PKA signaling. Nat Med. 2016;22:46–53. doi: 10.1038/nm.4011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Nijman SM, Luna-Vargas MP, Velds A, Brummelkamp TR, Dirac AM, Sixma TK, et al. A genomic and functional inventory of deubiquitinating enzymes. Cell. 2005;123:773–86. doi: 10.1016/j.cell.2005.11.007. [DOI] [PubMed] [Google Scholar]
- 17.Mevissen TET, Komander D. Mechanisms of deubiquitinase specificity and regulation. Annu Rev Biochem. 2017;86:159–92. doi: 10.1146/annurev-biochem-061516-044916. [DOI] [PubMed] [Google Scholar]
- 18.Chen S, Liu Y, Zhou H. Advances in the development ubiquitin-specific peptidase (USP) inhibitors. Int. J. Mol. Sci. 2021;22. [DOI] [PMC free article] [PubMed]
- 19.Zhu H, Yan F, Yuan T, Qian M, Zhou T, Dai X, et al. USP10 promotes proliferation of hepatocellular carcinoma by deubiquitinating and stabilizing YAP/TAZ. Cancer Res. 2020;80:2204–16. doi: 10.1158/0008-5472.CAN-19-2388. [DOI] [PubMed] [Google Scholar]
- 20.Lim R, Sugino T, Nolte H, Andrade J, Zimmermann B, Shi C, et al. Deubiquitinase USP10 regulates Notch signaling in the endothelium. Sci (N. Y, NY) 2019;364:188–93. doi: 10.1126/science.aat0778. [DOI] [PubMed] [Google Scholar]
- 21.Wang X, Xia S, Li H, Wang X, Li C, Chao Y, et al. The deubiquitinase USP10 regulates KLF4 stability and suppresses lung tumorigenesis. Cell Death Differ. 2020;27:1747–64. doi: 10.1038/s41418-019-0458-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Yuan J, Luo K, Zhang L, Cheville JC, Lou Z. USP10 regulates p53 localization and stability by deubiquitinating p53. Cell. 2010;140:384–96. doi: 10.1016/j.cell.2009.12.032. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Jazvinšćak Jembrek M, Slade N, Hof PR, Šimić G. The interactions of p53 with tau and Aß as potential therapeutic targets for Alzheimer’s disease. Prog Neurobiol. 2018;168:104–27. doi: 10.1016/j.pneurobio.2018.05.001. [DOI] [PubMed] [Google Scholar]
- 24.Deng M, Yang X, Qin B, Liu T, Zhang H, Guo W, et al. Deubiquitination and activation of AMPK by USP10. Mol Cell. 2016;61:614–24. doi: 10.1016/j.molcel.2016.01.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Wang JZ, Xia YY, Grundke-Iqbal I, Iqbal K. Abnormal hyperphosphorylation of tau: sites, regulation, and molecular mechanism of neurofibrillary degeneration. J Alzheimer’s Dis. 2013;33:S123–39. doi: 10.3233/JAD-2012-129031. [DOI] [PubMed] [Google Scholar]
- 26.Piatnitskaia S, Takahashi M, Kitaura H, Katsuragi Y, Kakihana T, Zhang L, et al. USP10 is a critical factor for Tau-positive stress granule formation in neuronal cells. Sci Rep. 2019;9:10591. doi: 10.1038/s41598-019-47033-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Kedersha N, Panas MD, Achorn CA, Lyons S, Tisdale S, Hickman T, et al. G3BP-Caprin1-USP10 complexes mediate stress granule condensation and associate with 40S subunits. J Cell Biol. 2016;212:845–60. doi: 10.1083/jcb.201508028. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Sanchez, II, Nguyen TB, England WE, Lim RG, Vu AQ, Miramontes R, et al. Huntington’s disease mice and human brain tissue exhibit increased G3BP1 granules and TDP43 mislocalization. J Clin Investig. 2021;131. [DOI] [PMC free article] [PubMed]
- 29.Younas N, Zafar S, Shafiq M, Noor A, Siegert A, Arora AS, et al. SFPQ and Tau: critical factors contributing to rapid progression of Alzheimer’s disease. Acta Neuropathol. 2020;140:317–39. doi: 10.1007/s00401-020-02178-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Choi SH, Kim YH, Hebisch M, Sliwinski C, Lee S, D’Avanzo C, et al. A three-dimensional human neural cell culture model of Alzheimer’s disease. Nature. 2014;515:274–8. doi: 10.1038/nature13800. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Hanseeuw BJ, Betensky RA, Jacobs HIL, Schultz AP, Sepulcre J, Becker JA, et al. Association of amyloid and tau with cognition in preclinical Alzheimer disease: a longitudinal study. JAMA Neurol. 2019;76:915–24. doi: 10.1001/jamaneurol.2019.1424. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Zhang Z, Li XG, Wang ZH, Song M, Yu SP, Kang SS, et al. δ-Secretase-cleaved Tau stimulates Aβ production via upregulating STAT1-BACE1 signaling in Alzheimer’s disease. Mol Psychiatry. 2021;26:586–603. doi: 10.1038/s41380-018-0286-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Wesseling H, Mair W, Kumar M, Schlaffner CN, Tang S, Beerepoot P, et al. Tau PTM profiles identify patient heterogeneity and stages of Alzheimer’s disease. Cell. 2020;183:1699–713.e13. doi: 10.1016/j.cell.2020.10.029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Boland B, Yu WH, Corti O, Mollereau B, Henriques A, Bezard E, et al. Promoting the clearance of neurotoxic proteins in neurodegenerative disorders of ageing. Nat Rev Drug Discov. 2018;17:660–88. doi: 10.1038/nrd.2018.109. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Wilkinson KD. Ubiquitination and deubiquitination: targeting of proteins for degradation by the proteasome. Semin Cell Dev Biol. 2000;11:141–8. doi: 10.1006/scdb.2000.0164. [DOI] [PubMed] [Google Scholar]
- 36.Bustamante HA, González AE, Cerda-Troncoso C, Shaughnessy R, Otth C, Soza A, et al. Interplay between the autophagy-lysosomal pathway and the ubiquitin-proteasome system: a target for therapeutic development in Alzheimer’s disease. Front Cell Neurosci. 2018;12:126. doi: 10.3389/fncel.2018.00126. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Wang ZH, Xia Y, Wu Z, Kang SS, Zhang JC, Liu P, et al. Neuronal ApoE4 stimulates C/EBPβ activation, promoting Alzheimer’s disease pathology in a mouse model. Prog Neurobiol. 2022;209:102212. doi: 10.1016/j.pneurobio.2021.102212. [DOI] [PubMed] [Google Scholar]
- 38.Luo HB, Xia YY, Shu XJ, Liu ZC, Feng Y, Liu XH, et al. SUMOylation at K340 inhibits tau degradation through deregulating its phosphorylation and ubiquitination. Proc Natl Acad Sci USA. 2014;111:16586–91. doi: 10.1073/pnas.1417548111. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Wang P, Joberty G, Buist A, Vanoosthuyse A, Stancu IC, Vasconcelos B, et al. Tau interactome mapping based identification of Otub1 as Tau deubiquitinase involved in accumulation of pathological Tau forms in vitro and in vivo. Acta Neuropathologica. 2017;133:731–49. doi: 10.1007/s00401-016-1663-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Kim E, Park S, Lee JH, Mun JY, Choi WH, Yun Y, et al. Dual function of USP14 deubiquitinase in cellular proteasomal activity and autophagic flux. Cell Rep. 2018;24:732–43. doi: 10.1016/j.celrep.2018.06.058. [DOI] [PubMed] [Google Scholar]
- 41.Liu X, Hebron ML, Mulki S, Wang C, Lekah E, Ferrante D, et al. Ubiquitin specific protease 13 regulates tau accumulation and clearance in models of Alzheimer’s disease. J Alzheimer’s Dis. 2019;72:425–41. doi: 10.3233/JAD-190635. [DOI] [PubMed] [Google Scholar]
- 42.Iqbal K, Alonso Adel C, Grundke-Iqbal I. Cytosolic abnormally hyperphosphorylated tau but not paired helical filaments sequester normal MAPs and inhibit microtubule assembly. J Alzheimer’s Dis. 2008;14:365–70. doi: 10.3233/JAD-2008-14402. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Shin S, Kim D, Song JY, Jeong H, Hyeon SJ, Kowall NW, et al. Visualization of soluble tau oligomers in TauP301L-BiFC transgenic mice demonstrates the progression of tauopathy. Prog Neurobiol. 2020:101782. [DOI] [PubMed]
- 44.Cooper BM, Iegre J, OD DH, Ölwegård Halvarsson M, Spring DR. Peptides as a platform for targeted therapeutics for cancer: peptide-drug conjugates (PDCs) Chem Soc Rev. 2021;50:1480–94. doi: 10.1039/D0CS00556H. [DOI] [PubMed] [Google Scholar]
- 45.Lv S, Sylvestre M, Prossnitz AN, Yang LF, Pun SH. Design of polymeric carriers for intracellular peptide delivery in oncology applications. Chem Rev. 2021;121:11653–98. doi: 10.1021/acs.chemrev.0c00963. [DOI] [PubMed] [Google Scholar]
- 46.Swatek KN, Komander D. Ubiquitin modifications. Cell Res. 2016;26:399–422. doi: 10.1038/cr.2016.39. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Lyskov S, Gray JJ. The RosettaDock server for local protein-protein docking. Nucleic Acids Res. 2008;36:W233–8. doi: 10.1093/nar/gkn216. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Guo C, Liu Y, Fang MS, Li Y, Li W, Mahaman YAR, et al. ω-3PUFAs improve cognitive impairments through Ser133 phosphorylation of CREB upregulating BDNF/TrkB signal in schizophrenia. Neurotherapeutics: J Am Soc Exp NeuroTherapeutics. 2020;17:1271–86. doi: 10.1007/s13311-020-00859-w. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
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Supplementary Materials
Data Availability Statement
The data are available to academic researchers upon request.